Overview

Dataset info

Number of variables44
Number of observations125972
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory42.3 MiB
Average record size in memory352.0 B

Variables types

Numeric22
Categorical8
Boolean6
Date0
URL0
Text (Unique)0
Rejected8
Unsupported0

Warnings

diff_srv_rate has 76216 (60.5%) zeros Zeros
dst_bytes is highly skewed (γ1 = 290.0517595) Skewed
dst_bytes has 67966 (54.0%) zeros Zeros
dst_host_diff_srv_rate has 46989 (37.3%) zeros Zeros
dst_host_rerror_rate has 103178 (81.9%) zeros Zeros
dst_host_same_src_port_rate has 63023 (50.0%) zeros Zeros
dst_host_same_srv_rate has 6927 (5.5%) zeros Zeros
dst_host_serror_rate has 81385 (64.6%) zeros Zeros
dst_host_srv_diff_host_rate has 86903 (69.0%) zeros Zeros
dst_host_srv_rerror_rate is highly correlated with dst_host_rerror_rate (ρ = 0.9246879257) Rejected
dst_host_srv_serror_rate is highly correlated with dst_host_serror_rate (ρ = 0.9850521762) Rejected
duration has 115954 (92.0%) zeros Zeros
hot has 123301 (97.9%) zeros Zeros
num_access_files is highly skewed (γ1 = 45.55478025) Skewed
num_access_files has 125601 (99.7%) zeros Zeros
num_compromised is highly skewed (γ1 = 250.1068908) Skewed
num_compromised has 124686 (99.0%) zeros Zeros
num_failed_logins is highly skewed (γ1 = 53.76421073) Skewed
num_failed_logins has 125850 (99.9%) zeros Zeros
num_file_creations is highly skewed (γ1 = 55.66511972) Skewed
num_file_creations has 125685 (99.8%) zeros Zeros
num_outbound_cmds has constant value "0" Rejected
num_root is highly correlated with num_compromised (ρ = 0.9988334526) Rejected
rerror_rate is highly correlated with dst_host_srv_rerror_rate (ρ = 0.9644486258) Rejected
same_srv_rate has 2766 (2.2%) zeros Zeros
serror_rate is highly correlated with dst_host_srv_serror_rate (ρ = 0.9811388996) Rejected
service has a high cardinality: 70 distinct values Warning
src_bytes is highly skewed (γ1 = 190.6685901) Skewed
src_bytes has 49392 (39.2%) zeros Zeros
srv_diff_host_rate has 97573 (77.5%) zeros Zeros
srv_rerror_rate is highly correlated with rerror_rate (ρ = 0.9890076408) Rejected
srv_serror_rate is highly correlated with serror_rate (ρ = 0.9932892212) Rejected

Variables

attack
Categorical

Distinct count23
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
normal
67342
neptune
41214
satan
 
3633
Other values (20)
13783
ValueCountFrequency (%) 
normal 67342 53.5%
 
neptune 41214 32.7%
 
satan 3633 2.9%
 
ipsweep 3599 2.9%
 
portsweep 2931 2.3%
 
smurf 2646 2.1%
 
nmap 1493 1.2%
 
back 956 0.8%
 
teardrop 892 0.7%
 
warezclient 890 0.7%
 
Other values (13) 376 0.3%
 
Max length15
Mean length6.38699076
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

count
Numeric

Distinct count512
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean84.10820659
Minimum0
Maximum511
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median14
Q3143
95-th percentile286
Maximum511
Range511
Interquartile range141

Descriptive statistics

Standard deviation114.5088282
Coef of variation1.361446556
Kurtosis2.006881181
Mean84.10820659
MAD93.68954069
Skewness1.514263629
Sum10595279
Variance13112.27173
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 4.825e+02 5.075e+02 5.085e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 27763 22.0%
 
2 9473 7.5%
 
3 3962 3.1%
 
4 3550 2.8%
 
5 2980 2.4%
 
6 2413 1.9%
 
7 2325 1.8%
 
8 1902 1.5%
 
9 1712 1.4%
 
10 1610 1.3%
 
Other values (502) 68282 54.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 13 < 0.1%
 
1 27763 22.0%
 
2 9473 7.5%
 
3 3962 3.1%
 
4 3550 2.8%
 

Maximum 5 values

ValueCountFrequency (%) 
511 1437 1.1%
 
510 307 0.2%
 
509 243 0.2%
 
508 31 < 0.1%
 
507 6 < 0.1%
 

diff_srv_rate
Numeric

Distinct count95
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.06305313879
Minimum0
Maximum1
Zeros (%)60.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.06
95-th percentile0.29
Maximum1
Range1
Interquartile range0.06

Descriptive statistics

Standard deviation0.1803150357
Coef of variation2.859731318
Kurtosis18.89929202
Mean0.06305313879
MAD0.08005656313
Skewness4.379796406
Sum7942.93
Variance0.0325135121
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.045 ... 0.935 0.965 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 76216 60.5%
 
0.06 18998 15.1%
 
0.07 9515 7.6%
 
0.05 6887 5.5%
 
1 3438 2.7%
 
0.08 1883 1.5%
 
0.01 1013 0.8%
 
0.09 645 0.5%
 
0.04 627 0.5%
 
0.5 549 0.4%
 
Other values (85) 6201 4.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 76216 60.5%
 
0.01 1013 0.8%
 
0.02 264 0.2%
 
0.03 282 0.2%
 
0.04 627 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
1 3438 2.7%
 
0.99 39 < 0.1%
 
0.98 6 < 0.1%
 
0.97 7 < 0.1%
 
0.96 29 < 0.1%
 

dst_bytes
Numeric

Distinct count9326
Unique (%)7.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean19779.27143
Minimum0
Maximum1309937401
Zeros (%)54.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3516
95-th percentile8314
Maximum1309937401
Range1309937401
Interquartile range516

Descriptive statistics

Standard deviation4021285.112
Coef of variation203.3080503
Kurtosis90941.01261
Mean19779.27143
MAD37014.43081
Skewness290.0517595
Sum2491634381
Variance1.617073395e+13
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 5.0000000e-01 2.0000000e+00 3.5000000e+00 4.5000000e+00 ... 5.1306940e+06 5.1507810e+06 5.1511015e+06 5.1546195e+06 1.3099374e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 67966 54.0%
 
105 1497 1.2%
 
8314 888 0.7%
 
330 528 0.4%
 
331 512 0.4%
 
44 511 0.4%
 
42 478 0.4%
 
328 470 0.4%
 
332 469 0.4%
 
4 454 0.4%
 
Other values (9316) 52199 41.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 67966 54.0%
 
1 22 < 0.1%
 
3 1 < 0.1%
 
4 454 0.4%
 
5 4 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1309937401 1 < 0.1%
 
400291060 2 < 0.1%
 
7028652 1 < 0.1%
 
5155468 1 < 0.1%
 
5153771 1 < 0.1%
 

dst_host_count
Numeric

Distinct count256
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean182.1491998
Minimum0
Maximum255
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile3
Q182
Median255
Q3255
95-th percentile255
Maximum255
Range255
Interquartile range173

Descriptive statistics

Standard deviation99.20656545
Coef of variation0.5446445307
Kurtosis-1.065776439
Mean182.1491998
MAD89.49149907
Skewness-0.8334428596
Sum22945699
Variance9841.942628
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 130.5 178.5 217.5 254.5 255. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
255 74099 58.8%
 
1 3119 2.5%
 
2 2733 2.2%
 
3 1280 1.0%
 
4 1198 1.0%
 
5 723 0.6%
 
6 701 0.6%
 
7 645 0.5%
 
8 595 0.5%
 
9 578 0.5%
 
Other values (246) 40301 32.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3 < 0.1%
 
1 3119 2.5%
 
2 2733 2.2%
 
3 1280 1.0%
 
4 1198 1.0%
 

Maximum 5 values

ValueCountFrequency (%) 
255 74099 58.8%
 
254 70 0.1%
 
253 89 0.1%
 
252 77 0.1%
 
251 90 0.1%
 

dst_host_diff_srv_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.08295152891
Minimum0
Maximum1
Zeros (%)37.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.02
Q30.07
95-th percentile0.56
Maximum1
Range1
Interquartile range0.07

Descriptive statistics

Standard deviation0.1889224909
Coef of variation2.277504626
Kurtosis12.6342728
Mean0.08295152891
MAD0.09559565757
Skewness3.609582931
Sum10449.57
Variance0.03569170755
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.915 0.945 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 46989 37.3%
 
0.07 16570 13.2%
 
0.06 9787 7.8%
 
0.01 9295 7.4%
 
0.05 7321 5.8%
 
0.08 7001 5.6%
 
0.02 6716 5.3%
 
0.03 3562 2.8%
 
0.04 3091 2.5%
 
0.09 2569 2.0%
 
Other values (91) 13071 10.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 46989 37.3%
 
0.01 9295 7.4%
 
0.02 6716 5.3%
 
0.03 3562 2.8%
 
0.04 3091 2.5%
 

Maximum 5 values

ValueCountFrequency (%) 
1 2139 1.7%
 
0.99 31 < 0.1%
 
0.98 35 < 0.1%
 
0.97 86 0.1%
 
0.96 63 0.1%
 

dst_host_rerror_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1188323596
Minimum0
Maximum1
Zeros (%)81.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range0

Descriptive statistics

Standard deviation0.3065586135
Coef of variation2.579757017
Kurtosis3.692684133
Mean0.1188323596
MAD0.2018469686
Skewness2.347432672
Sum14969.55
Variance0.09397818348
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.885 0.925 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 103178 81.9%
 
1 10298 8.2%
 
0.01 1800 1.4%
 
0.02 1222 1.0%
 
0.03 497 0.4%
 
0.05 408 0.3%
 
0.04 397 0.3%
 
0.91 267 0.2%
 
0.92 257 0.2%
 
0.89 244 0.2%
 
Other values (91) 7404 5.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 103178 81.9%
 
0.01 1800 1.4%
 
0.02 1222 1.0%
 
0.03 497 0.4%
 
0.04 397 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
1 10298 8.2%
 
0.99 52 < 0.1%
 
0.98 68 0.1%
 
0.97 106 0.1%
 
0.96 168 0.1%
 

dst_host_same_src_port_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1483786873
Minimum0
Maximum1
Zeros (%)50.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.06
95-th percentile1
Maximum1
Range1
Interquartile range0.06

Descriptive statistics

Standard deviation0.3089983508
Coef of variation2.08249821
Kurtosis2.76236142
Mean0.1483786873
MAD0.2177552202
Skewness2.087032943
Sum18691.56
Variance0.09547998081
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.815 0.945 0.965 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 63023 50.0%
 
0.01 17657 14.0%
 
1 10307 8.2%
 
0.02 5743 4.6%
 
0.03 3278 2.6%
 
0.04 2096 1.7%
 
0.05 1664 1.3%
 
0.06 1299 1.0%
 
0.08 1086 0.9%
 
0.5 1077 0.9%
 
Other values (91) 18742 14.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 63023 50.0%
 
0.01 17657 14.0%
 
0.02 5743 4.6%
 
0.03 3278 2.6%
 
0.04 2096 1.7%
 

Maximum 5 values

ValueCountFrequency (%) 
1 10307 8.2%
 
0.99 139 0.1%
 
0.98 192 0.2%
 
0.97 145 0.1%
 
0.96 229 0.2%
 

dst_host_same_srv_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.5212444829
Minimum0
Maximum1
Zeros (%)5.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.05
Median0.51
Q31
95-th percentile1
Maximum1
Range1
Interquartile range0.95

Descriptive statistics

Standard deviation0.4489500549
Coef of variation0.8613041858
Kurtosis-1.884046597
Mean0.5212444829
MAD0.4355818772
Skewness-0.01046288591
Sum65662.21
Variance0.2015561518
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 49059 38.9%
 
0.01 7780 6.2%
 
0 6927 5.5%
 
0.02 6593 5.2%
 
0.07 5672 4.5%
 
0.04 5208 4.1%
 
0.05 4951 3.9%
 
0.03 4049 3.2%
 
0.06 3444 2.7%
 
0.08 2816 2.2%
 
Other values (91) 29473 23.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6927 5.5%
 
0.01 7780 6.2%
 
0.02 6593 5.2%
 
0.03 4049 3.2%
 
0.04 5208 4.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 49059 38.9%
 
0.99 688 0.5%
 
0.98 821 0.7%
 
0.97 478 0.4%
 
0.96 675 0.5%
 

dst_host_serror_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.2844547201
Minimum0
Maximum1
Zeros (%)64.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile1
Maximum1
Range1
Interquartile range1

Descriptive statistics

Standard deviation0.4447850937
Coef of variation1.563641108
Kurtosis-1.047019322
Mean0.2844547201
MAD0.3992369211
Skewness0.9659400321
Sum35833.33
Variance0.1978337796
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.925 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 81385 64.6%
 
1 33562 26.6%
 
0.01 3345 2.7%
 
0.02 1158 0.9%
 
0.03 711 0.6%
 
0.09 419 0.3%
 
0.08 413 0.3%
 
0.04 372 0.3%
 
0.99 304 0.2%
 
0.05 298 0.2%
 
Other values (91) 4005 3.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 81385 64.6%
 
0.01 3345 2.7%
 
0.02 1158 0.9%
 
0.03 711 0.6%
 
0.04 372 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
1 33562 26.6%
 
0.99 304 0.2%
 
0.98 169 0.1%
 
0.97 100 0.1%
 
0.96 102 0.1%
 

dst_host_srv_count
Numeric

Distinct count256
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean115.6537246
Minimum0
Maximum255
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q110
Median63
Q3255
95-th percentile255
Maximum255
Range255
Interquartile range245

Descriptive statistics

Standard deviation110.7028855
Coef of variation0.9571925666
Kurtosis-1.756342466
Mean115.6537246
MAD105.1588751
Skewness0.2837071842
Sum14569131
Variance12255.12886
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 251.5 252.5 253.5 254.5 255. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
255 35993 28.6%
 
1 8449 6.7%
 
2 5161 4.1%
 
3 2768 2.2%
 
4 2488 2.0%
 
5 2336 1.9%
 
20 2300 1.8%
 
254 2238 1.8%
 
6 2222 1.8%
 
19 2190 1.7%
 
Other values (246) 59827 47.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3 < 0.1%
 
1 8449 6.7%
 
2 5161 4.1%
 
3 2768 2.2%
 
4 2488 2.0%
 

Maximum 5 values

ValueCountFrequency (%) 
255 35993 28.6%
 
254 2238 1.8%
 
253 472 0.4%
 
252 213 0.2%
 
251 402 0.3%
 

dst_host_srv_diff_host_rate
Numeric

Distinct count75
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.0325427079
Minimum0
Maximum1
Zeros (%)69.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.02
95-th percentile0.18
Maximum1
Range1
Interquartile range0.02

Descriptive statistics

Standard deviation0.1125642143
Coef of variation3.458968893
Kurtosis35.77292827
Mean0.0325427079
MAD0.04923154286
Skewness5.548151304
Sum4099.47
Variance0.01267070235
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.685 0.74 0.765 0.985 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 86903 69.0%
 
0.02 7952 6.3%
 
0.01 7146 5.7%
 
0.03 4723 3.7%
 
0.04 4518 3.6%
 
0.05 3048 2.4%
 
0.5 1550 1.2%
 
0.06 1330 1.1%
 
0.07 1036 0.8%
 
0.25 951 0.8%
 
Other values (65) 6815 5.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 86903 69.0%
 
0.01 7146 5.7%
 
0.02 7952 6.3%
 
0.03 4723 3.7%
 
0.04 4518 3.6%
 

Maximum 5 values

ValueCountFrequency (%) 
1 691 0.5%
 
0.97 2 < 0.1%
 
0.93 1 < 0.1%
 
0.88 1 < 0.1%
 
0.86 2 < 0.1%
 

dst_host_srv_rerror_rate
Highly correlated

This variable is highly correlated with dst_host_rerror_rate and should be ignored for analysis

Correlation0.9246879257

dst_host_srv_serror_rate
Highly correlated

This variable is highly correlated with dst_host_serror_rate and should be ignored for analysis

Correlation0.9850521762

duration
Numeric

Distinct count2981
Unique (%)2.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean287.1469295
Minimum0
Maximum42908
Zeros (%)92.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile4
Maximum42908
Range42908
Interquartile range0

Descriptive statistics

Standard deviation2604.525522
Coef of variation9.070358254
Kurtosis156.0755362
Mean287.1469295
MAD558.129652
Skewness11.8801818
Sum36172473
Variance6783553.195
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 3.5000e+00 ... 2.7820e+04 3.0047e+04 3.2294e+04 3.6101e+04 4.2908e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 115954 92.0%
 
1 1989 1.6%
 
2 843 0.7%
 
3 557 0.4%
 
4 351 0.3%
 
5 298 0.2%
 
27 197 0.2%
 
6 193 0.2%
 
28 181 0.1%
 
7 127 0.1%
 
Other values (2971) 5282 4.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 115954 92.0%
 
1 1989 1.6%
 
2 843 0.7%
 
3 557 0.4%
 
4 351 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
42908 1 < 0.1%
 
42888 1 < 0.1%
 
42862 1 < 0.1%
 
42837 1 < 0.1%
 
42804 1 < 0.1%
 

flag
Categorical

Distinct count11
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
SF
74944
S0
34851
REJ
 
11233
Other values (8)
 
4944
ValueCountFrequency (%) 
SF 74944 59.5%
 
S0 34851 27.7%
 
REJ 11233 8.9%
 
RSTR 2421 1.9%
 
RSTO 1562 1.2%
 
S1 365 0.3%
 
SH 271 0.2%
 
S2 127 0.1%
 
RSTOS0 103 0.1%
 
S3 49 < 0.1%
 
Max length6
Mean length2.156042613
Min length2
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

hot
Numeric

Distinct count28
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.2044105039
Minimum0
Maximum77
Zeros (%)97.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum77
Range77
Interquartile range0

Descriptive statistics

Standard deviation2.14997689
Coef of variation10.51793743
Kurtosis168.0128936
Mean0.2044105039
MAD0.4001527251
Skewness12.58983526
Sum25750
Variance4.622400628
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=28)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 21.5 24.5 26.5 31.5 77. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 123301 97.9%
 
2 1037 0.8%
 
1 369 0.3%
 
28 277 0.2%
 
30 256 0.2%
 
4 173 0.1%
 
6 140 0.1%
 
5 76 0.1%
 
24 68 0.1%
 
19 57 < 0.1%
 
Other values (18) 218 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 123301 97.9%
 
1 369 0.3%
 
2 1037 0.8%
 
3 54 < 0.1%
 
4 173 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
77 1 < 0.1%
 
44 2 < 0.1%
 
33 1 < 0.1%
 
30 256 0.2%
 
28 277 0.2%
 

is_guest_login
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
124785
1
 
1187
ValueCountFrequency (%) 
0 124785 99.1%
 
1 1187 0.9%
 

is_host_login
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
125971
1
 
1
ValueCountFrequency (%) 
0 125971 > 99.9%
 
1 1 < 0.1%
 

land
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
125947
1
 
25
ValueCountFrequency (%) 
0 125947 > 99.9%
 
1 25 < 0.1%
 

last_flag
Numeric

Distinct count22
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean19.50405646
Minimum0
Maximum21
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile15
Q118
Median20
Q321
95-th percentile21
Maximum21
Range21
Interquartile range3

Descriptive statistics

Standard deviation2.291511608
Coef of variation0.1174889754
Kurtosis13.36913405
Mean19.50405646
MAD1.638019504
Skewness-2.896759931
Sum2456965
Variance5.251025451
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=22)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 5.5 8.5 10.5 ... 17.5 18.5 19.5 20.5 21. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
21 62557 49.7%
 
18 20667 16.4%
 
20 19338 15.4%
 
19 10284 8.2%
 
15 3990 3.2%
 
17 3074 2.4%
 
16 2393 1.9%
 
12 729 0.6%
 
14 674 0.5%
 
11 641 0.5%
 
Other values (12) 1625 1.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 66 0.1%
 
1 62 < 0.1%
 
2 54 < 0.1%
 
3 65 0.1%
 
4 79 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
21 62557 49.7%
 
20 19338 15.4%
 
19 10284 8.2%
 
18 20667 16.4%
 
17 3074 2.4%
 

logged_in
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
76120
1
49852
ValueCountFrequency (%) 
0 76120 60.4%
 
1 49852 39.6%
 

num_access_files
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.00409614835
Minimum0
Maximum9
Zeros (%)99.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum9
Range9
Interquartile range0

Descriptive statistics

Standard deviation0.09936994949
Coef of variation24.25936294
Kurtosis2862.781626
Mean0.00409614835
MAD0.008168169577
Skewness45.55478025
Sum516
Variance0.009874386862
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 125601 99.7%
 
1 313 0.2%
 
2 29 < 0.1%
 
3 8 < 0.1%
 
5 6 < 0.1%
 
4 5 < 0.1%
 
6 4 < 0.1%
 
8 3 < 0.1%
 
7 2 < 0.1%
 
9 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 125601 99.7%
 
1 313 0.2%
 
2 29 < 0.1%
 
3 8 < 0.1%
 
4 5 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
9 1 < 0.1%
 
8 3 < 0.1%
 
7 2 < 0.1%
 
6 4 < 0.1%
 
5 6 < 0.1%
 

num_compromised
Numeric

Distinct count88
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.2792525323
Minimum0
Maximum7479
Zeros (%)99.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum7479
Range7479
Interquartile range0

Descriptive statistics

Standard deviation23.94213726
Coef of variation85.73650904
Kurtosis75955.62481
Mean0.2792525323
MAD0.5528034999
Skewness250.1068908
Sum35178
Variance573.2259366
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 4.500e+00 6.500e+00 2.250e+01 2.095e+02 9.635e+02 7.479e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 124686 99.0%
 
1 976 0.8%
 
2 98 0.1%
 
4 40 < 0.1%
 
3 38 < 0.1%
 
6 19 < 0.1%
 
5 17 < 0.1%
 
7 5 < 0.1%
 
9 3 < 0.1%
 
8 3 < 0.1%
 
Other values (78) 87 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 124686 99.0%
 
1 976 0.8%
 
2 98 0.1%
 
3 38 < 0.1%
 
4 40 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
7479 1 < 0.1%
 
1739 1 < 0.1%
 
1043 1 < 0.1%
 
884 2 < 0.1%
 
809 1 < 0.1%
 

num_failed_logins
Numeric

Distinct count6
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.001222493888
Minimum0
Maximum5
Zeros (%)99.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum5
Range5
Interquartile range0

Descriptive statistics

Standard deviation0.04523931841
Coef of variation37.00576246
Kurtosis3869.038558
Mean0.001222493888
MAD0.00244261988
Skewness53.76421073
Sum154
Variance0.00204659593
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 125850 99.9%
 
1 104 0.1%
 
2 9 < 0.1%
 
3 5 < 0.1%
 
4 3 < 0.1%
 
5 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 125850 99.9%
 
1 104 0.1%
 
2 9 < 0.1%
 
3 5 < 0.1%
 
4 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 1 < 0.1%
 
4 3 < 0.1%
 
3 5 < 0.1%
 
2 9 < 0.1%
 
1 104 0.1%
 

num_file_creations
Numeric

Distinct count35
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.01266948211
Minimum0
Maximum43
Zeros (%)99.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum43
Range43
Interquartile range0

Descriptive statistics

Standard deviation0.4839369889
Coef of variation38.19706163
Kurtosis3603.28308
Mean0.01266948211
MAD0.02528123486
Skewness55.66511972
Sum1596
Variance0.2341950092
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=35)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 18.5 43. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 125685 99.8%
 
1 151 0.1%
 
2 41 < 0.1%
 
4 13 < 0.1%
 
15 5 < 0.1%
 
3 5 < 0.1%
 
5 5 < 0.1%
 
8 5 < 0.1%
 
10 5 < 0.1%
 
17 5 < 0.1%
 
Other values (25) 52 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 125685 99.8%
 
1 151 0.1%
 
2 41 < 0.1%
 
3 5 < 0.1%
 
4 13 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
43 1 < 0.1%
 
40 3 < 0.1%
 
38 1 < 0.1%
 
36 1 < 0.1%
 
34 1 < 0.1%
 

num_outbound_cmds
Constant

This variable is constant and should be ignored for analysis

Constant value0

num_root
Highly correlated

This variable is highly correlated with num_compromised and should be ignored for analysis

Correlation0.9988334526

num_shells
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
125925
1
 
42
2
 
5
ValueCountFrequency (%) 
0 125925 > 99.9%
 
1 42 < 0.1%
 
2 5 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

protocol_type
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
tcp
102688
udp
 
14993
icmp
 
8291
ValueCountFrequency (%) 
tcp 102688 81.5%
 
udp 14993 11.9%
 
icmp 8291 6.6%
 
Max length4
Mean length3.065816213
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

rerror_rate
Highly correlated

This variable is highly correlated with dst_host_srv_rerror_rate and should be ignored for analysis

Correlation0.9644486258

root_shell
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
125803
1
 
169
ValueCountFrequency (%) 
0 125803 99.9%
 
1 169 0.1%
 

same_srv_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.6609249675
Minimum0
Maximum1
Zeros (%)2.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.01
Q10.09
Median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range0.91

Descriptive statistics

Standard deviation0.4396235693
Coef of variation0.6651641124
Kurtosis-1.609780542
Mean0.6609249675
MAD0.4197549313
Skewness-0.5724865372
Sum83258.04
Variance0.1932688827
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.065 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 76811 61.0%
 
0.01 4027 3.2%
 
0.02 3616 2.9%
 
0.03 3503 2.8%
 
0.07 3438 2.7%
 
0.04 3227 2.6%
 
0.06 3220 2.6%
 
0.05 3088 2.5%
 
0.08 2815 2.2%
 
0 2766 2.2%
 
Other values (91) 19461 15.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2766 2.2%
 
0.01 4027 3.2%
 
0.02 3616 2.9%
 
0.03 3503 2.8%
 
0.04 3227 2.6%
 

Maximum 5 values

ValueCountFrequency (%) 
1 76811 61.0%
 
0.99 759 0.6%
 
0.98 97 0.1%
 
0.97 44 < 0.1%
 
0.96 16 < 0.1%
 

serror_rate
Highly correlated

This variable is highly correlated with dst_host_srv_serror_rate and should be ignored for analysis

Correlation0.9811388996

service
Categorical

Distinct count70
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
http
40338
private
21853
domain_u
 
9043
Other values (67)
54738
ValueCountFrequency (%) 
http 40338 32.0%
 
private 21853 17.3%
 
domain_u 9043 7.2%
 
smtp 7313 5.8%
 
ftp_data 6859 5.4%
 
eco_i 4586 3.6%
 
other 4359 3.5%
 
ecr_i 3077 2.4%
 
telnet 2353 1.9%
 
finger 1767 1.4%
 
Other values (60) 24424 19.4%
 
Max length11
Mean length5.466429048
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

src_bytes
Numeric

Distinct count3341
Unique (%)2.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean45567.10082
Minimum0
Maximum1379963888
Zeros (%)39.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median44
Q3276
95-th percentile1480
Maximum1379963888
Range1379963888
Interquartile range276

Descriptive statistics

Standard deviation5870354.481
Coef of variation128.8287904
Kurtosis39353.80883
Mean45567.10082
MAD89289.66353
Skewness190.6685901
Sum5740178825
Variance3.446106173e+13
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 2.50000000e+00 4.50000000e+00 5.50000000e+00 ... 5.13265000e+06 5.13387650e+06 5.40016300e+06 2.31821480e+07 1.37996389e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 49392 39.2%
 
8 3691 2.9%
 
1 2432 1.9%
 
44 2334 1.9%
 
45 2089 1.7%
 
1032 2001 1.6%
 
46 1294 1.0%
 
43 1284 1.0%
 
105 998 0.8%
 
147 948 0.8%
 
Other values (3331) 59509 47.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 49392 39.2%
 
1 2432 1.9%
 
4 2 < 0.1%
 
5 28 < 0.1%
 
6 147 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1379963888 1 < 0.1%
 
1167519497 1 < 0.1%
 
693375640 1 < 0.1%
 
621568663 1 < 0.1%
 
381709090 1 < 0.1%
 

srv_count
Numeric

Distinct count509
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean27.73809259
Minimum0
Maximum511
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median8
Q318
95-th percentile158
Maximum511
Range511
Interquartile range16

Descriptive statistics

Standard deviation72.63609175
Coef of variation2.618640467
Kurtosis24.24426877
Mean27.73809259
MAD34.38090015
Skewness4.694142224
Sum3494223
Variance5276.001825
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 5.075e+02 5.085e+02 5.095e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 25398 20.2%
 
2 12819 10.2%
 
3 6336 5.0%
 
4 5526 4.4%
 
5 4636 3.7%
 
6 4156 3.3%
 
7 3992 3.2%
 
8 3697 2.9%
 
9 3528 2.8%
 
11 3293 2.6%
 
Other values (499) 52591 41.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 13 < 0.1%
 
1 25398 20.2%
 
2 12819 10.2%
 
3 6336 5.0%
 
4 5526 4.4%
 

Maximum 5 values

ValueCountFrequency (%) 
511 1012 0.8%
 
510 160 0.1%
 
509 49 < 0.1%
 
508 11 < 0.1%
 
507 3 < 0.1%
 

srv_diff_host_rate
Numeric

Distinct count60
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.09732242086
Minimum0
Maximum1
Zeros (%)77.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range0

Descriptive statistics

Standard deviation0.2598313847
Coef of variation2.669799851
Kurtosis6.816217011
Mean0.09732242086
MAD0.1571148359
Skewness2.86033944
Sum12259.9
Variance0.0675123485
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.775 0.815 0.855 0.94 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 97573 77.5%
 
1 8143 6.5%
 
0.01 2865 2.3%
 
0.5 982 0.8%
 
0.67 975 0.8%
 
0.12 904 0.7%
 
0.33 790 0.6%
 
0.02 771 0.6%
 
0.11 732 0.6%
 
0.25 724 0.6%
 
Other values (50) 11513 9.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 97573 77.5%
 
0.01 2865 2.3%
 
0.02 771 0.6%
 
0.03 218 0.2%
 
0.04 187 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 8143 6.5%
 
0.88 1 < 0.1%
 
0.83 7 < 0.1%
 
0.8 60 < 0.1%
 
0.75 235 0.2%
 

srv_rerror_rate
Highly correlated

This variable is highly correlated with rerror_rate and should be ignored for analysis

Correlation0.9890076408

srv_serror_rate
Highly correlated

This variable is highly correlated with serror_rate and should be ignored for analysis

Correlation0.9932892212

su_attempted
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
125892
2
 
59
1
 
21
ValueCountFrequency (%) 
0 125892 99.9%
 
2 59 < 0.1%
 
1 21 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

urgent
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
125963
1
 
5
2
 
3
ValueCountFrequency (%) 
0 125963 > 99.9%
 
1 5 < 0.1%
 
2 3 < 0.1%
 
3 1 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

wrong_fragment
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
124882
3
 
884
1
 
206
ValueCountFrequency (%) 
0 124882 99.1%
 
3 884 0.7%
 
1 206 0.2%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

y_bino
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
67342
1
58630
ValueCountFrequency (%) 
0 67342 53.5%
 
1 58630 46.5%
 

Correlations

Missing values

Sample

First rows

attackcountdiff_srv_ratedst_bytesdst_host_countdst_host_diff_srv_ratedst_host_rerror_ratedst_host_same_src_port_ratedst_host_same_srv_ratedst_host_serror_ratedst_host_srv_countdst_host_srv_diff_host_ratedst_host_srv_rerror_ratedst_host_srv_serror_ratedurationflaghotis_guest_loginis_host_loginlandlast_flaglogged_innum_access_filesnum_compromisednum_failed_loginsnum_file_creationsnum_outbound_cmdsnum_rootnum_shellsprotocol_typererror_rateroot_shellsame_srv_rateserror_rateservicesrc_bytessrv_countsrv_diff_host_ratesrv_rerror_ratesrv_serror_ratesu_attemptedurgentwrong_fragmenty_bino
0normal130.1502550.600.00.880.000.0010.000.000.000SF00001500000000udp0.000.080.0other14610.000.00.00000
1neptune1230.0702550.050.00.000.101.00260.000.001.000S000001900000000tcp0.000.051.0private060.000.01.00001
2normal50.008153300.000.00.031.000.032550.040.010.010SF00002110000000tcp0.001.000.2http23250.000.00.20000
3normal300.004202550.000.00.001.000.002550.000.000.000SF00002110000000tcp0.001.000.0http199320.090.00.00000
4neptune1210.0602550.071.00.000.070.00190.001.000.000REJ00002100000000tcp1.000.160.0private0190.001.00.00001
5neptune1660.0602550.050.00.000.041.0090.000.001.000S000002100000000tcp0.000.051.0private090.000.01.00001
6neptune1170.0602550.070.00.000.061.00150.000.001.000S000002100000000tcp0.000.141.0private0160.000.01.00001
7neptune2700.0502550.050.00.000.091.00230.000.001.000S000002100000000tcp0.000.091.0remote_job0230.000.01.00001
8neptune1330.0602550.060.00.000.051.00130.000.001.000S000002100000000tcp0.000.061.0private080.000.01.00001
9neptune2050.0602550.071.00.000.050.00120.001.000.000REJ00002100000000tcp1.000.060.0private0120.001.00.00001

Last rows

attackcountdiff_srv_ratedst_bytesdst_host_countdst_host_diff_srv_ratedst_host_rerror_ratedst_host_same_src_port_ratedst_host_same_srv_ratedst_host_serror_ratedst_host_srv_countdst_host_srv_diff_host_ratedst_host_srv_rerror_ratedst_host_srv_serror_ratedurationflaghotis_guest_loginis_host_loginlandlast_flaglogged_innum_access_filesnum_compromisednum_failed_loginsnum_file_creationsnum_outbound_cmdsnum_rootnum_shellsprotocol_typererror_rateroot_shellsame_srv_rateserror_rateservicesrc_bytessrv_countsrv_diff_host_ratesrv_rerror_ratesrv_serror_ratesu_attemptedurgentwrong_fragmenty_bino
125962normal30.0016002550.000.000.001.000.002550.000.00.00SF00002110000000tcp0.001.000.00http33430.000.00.000000
125963neptune1280.0502550.060.000.000.051.00120.000.01.00S000002100000000tcp0.000.071.00private090.000.01.000001
125964normal10.0036510.000.001.001.000.0021.000.00.00SF00001910000000tcp0.001.000.00smtp223310.000.00.000000
125965neptune1130.0702550.070.000.000.051.00130.000.01.00S000002100000000tcp0.000.031.00private030.000.01.000001
125966normal30.0037530.000.000.331.000.332550.040.00.00SF00001810000000tcp0.001.000.33http359110.180.00.090000
125967neptune1840.0602550.060.000.000.101.00250.000.01.00S000002000000000tcp0.000.141.00private0250.000.01.000001
125968normal20.001452550.010.000.010.960.002440.000.00.08SF00002100000000udp0.001.000.00private10520.000.00.000000
125969normal10.003842550.060.010.000.120.72300.000.00.00SF00001810000000tcp0.001.000.00smtp223110.000.00.000000
125970neptune1440.0502550.050.000.000.031.0080.000.01.00S000002000000000tcp0.000.061.00klogin080.000.01.000001
125971normal10.0002550.030.000.300.300.00770.000.00.00SF00002110000000tcp0.001.000.00ftp_data15110.000.00.000000